Shang Liu

PhD student, Imperial College London, Imperial College London

Joined

May 2022

Names

Shang Liu (Preferred)

Emails

****@imperial.ac.uk (Confirmed)

Personal Links

Homepage

Google Scholar

Career & Education History

PhD student

Imperial College London, Imperial College London (imperial.ac.uk)

2021 – Present

Undergrad student

Peking University (pku.edu.cn)

2016 – 2021

Advisors, Relations & Conflicts

PhD Advisor

Xiaocheng Li

2021 – Present

Expertise

No areas of expertise listed

Publications

Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification
Shang Liu, Zhongze Cai, Guanting Chen, Xiaocheng Li
- Accepted by TMLR
- Readers: Everyone
Reward Modeling with Ordinal Feedback: Wisdom of the Crowd
Shang Liu, Yu Pan, Guanting Chen, Xiaocheng Li
- ICML 2025 poster
- Readers: Everyone
Understanding the Training and Generalization of Pretrained Transformer for Sequential Decision Making
Hanzhao Wang, Yu Pan, Fupeng Sun, Shang Liu, KALYAN TEJA TALLURI, Guanting Chen, Xiaocheng Li
- Submitted to ICLR 2025
- Readers: Everyone
Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification
Shang Liu, Zhongze Cai, Guanting Chen, Xiaocheng Li
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
Understanding the Training and Generalization of Pretrained Transformer for Sequential Decision Making
Hanzhao Wang, Yu Pan, Fupeng Sun, Shang Liu, Kalyan T. Talluri, Guanting Chen, Xiaocheng Li
- CoRR 2024
- Readers: Everyone
When No-Rejection Learning is Consistent for Regression with Rejection
Xiaocheng Li, Shang Liu, Chunlin Sun, Hanzhao Wang
- AISTATS 2024
- Readers: Everyone
Reward Modeling with Ordinal Feedback: Wisdom of the Crowd
Shang Liu, Yu Pan, Guanting Chen, Xiaocheng Li
- CoRR 2024
- Readers: Everyone
Towards Better Statistical Understanding of Watermarking LLMs
Zhongze Cai, Shang Liu, Hanzhao Wang, Huaiyang Zhong, Xiaocheng Li
- CoRR 2024
- Readers: Everyone
Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification
Shang Liu, Zhongze Cai, Guanting Chen, Xiaocheng Li
- CoRR 2024
- Readers: Everyone
Distribution-Free Model-Agnostic Regression Calibration via Nonparametric Methods
Shang Liu, Zhongze Cai, Xiaocheng Li
- NeurIPS 2023 poster
- Readers: Everyone

View all 21 publications